{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8e34c092-3e9e-47f9-a67c-af7e58e6a0d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import osmnx as ox\n",
    "from matplotlib import pyplot as plt\n",
    "import pickle\n",
    "import numpy as np\n",
    "from collections import Counter\n",
    "from io import BytesIO\n",
    "import warnings\n",
    "import matplotlib.animation as animation\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ed758299-a896-4191-992b-00a7def3eace",
   "metadata": {},
   "outputs": [],
   "source": [
    "color_dict = {\n",
    "    99: '#FF0000',  # 红色\n",
    "    1: '#00FF00',  # 绿色\n",
    "    2: '#0000FF',  # 蓝色\n",
    "    3: '#FFA500',  # 橙色\n",
    "    4: '#800080'  # 紫色\n",
    "}\n",
    "type_dict = {1: \"WALK\",\n",
    "             2: \"VEHICLE\",\n",
    "             3: \"TRAIN\",\n",
    "             4: \"BICYCLE\",\n",
    "             99: \"STAY\"}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ad7497ef-cf8d-4137-a8e9-49ddef10b13b",
   "metadata": {},
   "outputs": [],
   "source": [
    "class plot_travel_chain:\n",
    "    def __init__(self, travel_data, osm_graph):\n",
    "        self.travel_data = travel_data\n",
    "        self.osm_graph = osm_graph\n",
    "\n",
    "    def gene_plot_data(self):\n",
    "        cut_index = list(self.travel_data[(self.travel_data['transport'].diff() != 0)].index) + [len(self.travel_data)]\n",
    "        draw_data = []\n",
    "\n",
    "        for i in range(len(cut_index) - 1):\n",
    "            draw_data.append(self.travel_data.iloc[cut_index[i]:cut_index[i + 1], :])\n",
    "        return draw_data\n",
    "\n",
    "    def plot_travel_chain(self):\n",
    "        fig, ax = ox.plot_graph(self.osm_graph, figsize=(8, 8), bgcolor='#ffffff', node_color='black', node_size=1,\n",
    "                                node_alpha=None, node_edgecolor='none', node_zorder=1, edge_color='#999999',\n",
    "                                edge_linewidth=1, edge_alpha=None, show=False, dpi=300, bbox=None)\n",
    "        for temp_data in self.gene_plot_data():\n",
    "            temp_type = temp_data.iloc[0, -1]\n",
    "            temp_color = color_dict[temp_type]\n",
    "            type_name = type_dict[temp_type]\n",
    "            plot_array = temp_data[['longitude', 'latitude']].to_numpy()\n",
    "            if temp_type == 99:\n",
    "                ax.scatter(plot_array[:, 0], plot_array[:, 1], s=10, label=type_name, c=temp_color,\n",
    "                           edgecolor=temp_color, zorder=100)\n",
    "            else:\n",
    "                ax.plot(plot_array[:, 0], plot_array[:, 1], linewidth=3, label=type_name, c=temp_color, zorder=20)\n",
    "        handles, labels = ax.get_legend_handles_labels()\n",
    "        by_label = dict(zip(labels, handles))\n",
    "        ax.legend(by_label.values(), by_label.keys())\n",
    "        return fig, ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "867fbc9d-3781-4ef0-b4f5-61a80e776381",
   "metadata": {},
   "outputs": [],
   "source": [
    "travel_data_path='/root/road_network_structure_embedding/data/cut_data/4193980/4193980.csv'\n",
    "column_names = ['id', 'time', 'longitude', 'latitude', 'transport']\n",
    "traj = pd.read_csv(travel_data_path,header=None, names=column_names)\n",
    "plot_graph = ox.graph_from_xml(\"/root/road_network_structure_embedding/data/cut_data/4193980/4193980.osm\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "411ea79d-6f47-45e5-a160-583405958180",
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_module = plot_travel_chain(traj,plot_graph)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5fe851a7-c02a-47f6-b918-5ab7cd1b7d25",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plot_module.plot_travel_chain()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7f4ffdcc-764c-4bf9-b77a-b0510b617a17",
   "metadata": {},
   "outputs": [
    {
     "ename": "IndexError",
     "evalue": "index 11 is out of bounds for axis 0 with size 11",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m/tmp/ipykernel_32160/1110653774.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     16\u001b[0m ani = animation.FuncAnimation(\n\u001b[1;32m     17\u001b[0m     fig, animate, frames=300, interval=100, blit=False, save_count=50)\n\u001b[0;32m---> 18\u001b[0;31m \u001b[0mani\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msave\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'scatter12.gif'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwriter\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mwriter\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/matplotlib/animation.py\u001b[0m in \u001b[0;36msave\u001b[0;34m(self, filename, writer, fps, dpi, codec, bitrate, extra_args, metadata, extra_anim, savefig_kwargs, progress_callback)\u001b[0m\n\u001b[1;32m   1087\u001b[0m                 \u001b[0;32mfor\u001b[0m \u001b[0manim\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0md\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mall_anim\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1088\u001b[0m                     \u001b[0;31m# TODO: See if turning off blit is really necessary\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1089\u001b[0;31m                     \u001b[0manim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_draw_next_frame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mblit\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1090\u001b[0m                     \u001b[0;32mif\u001b[0m \u001b[0mprogress_callback\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1091\u001b[0m                         \u001b[0mprogress_callback\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframe_number\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtotal_frames\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/matplotlib/animation.py\u001b[0m in \u001b[0;36m_draw_next_frame\u001b[0;34m(self, framedata, blit)\u001b[0m\n\u001b[1;32m   1122\u001b[0m         \u001b[0;31m# post- draw, as well as the drawing of the frame itself.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1123\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_pre_draw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframedata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mblit\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1124\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_draw_frame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframedata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1125\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_post_draw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframedata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mblit\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1126\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/matplotlib/animation.py\u001b[0m in \u001b[0;36m_draw_frame\u001b[0;34m(self, framedata)\u001b[0m\n\u001b[1;32m   1716\u001b[0m         \u001b[0;31m# Call the func with framedata and args. If blitting is desired,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1717\u001b[0m         \u001b[0;31m# func needs to return a sequence of any artists that were modified.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1718\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_drawn_artists\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_func\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframedata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_args\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1719\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1720\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_blit\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/tmp/ipykernel_32160/1110653774.py\u001b[0m in \u001b[0;36manimate\u001b[0;34m(i)\u001b[0m\n\u001b[1;32m     10\u001b[0m         \u001b[0mtemp_type\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtemp_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     11\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mtemp_type\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;36m99\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m             ax.scatter(plot_array[:, 0][i], plot_array[:, 1][i], s=10, c='#800080',\n\u001b[0m\u001b[1;32m     13\u001b[0m                            edgecolor='#800080', zorder=100)\n\u001b[1;32m     14\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mIndexError\u001b[0m: index 11 is out of bounds for axis 0 with size 11"
     ]
    }
   ],
   "source": [
    "plot_data=plot_module.gene_plot_data()\n",
    "\n",
    "writer = animation.PillowWriter(fps=15,\n",
    "                                metadata=dict(artist='Me'),\n",
    "                                bitrate=1800)\n",
    "\n",
    "def animate(i):\n",
    "    for temp_data in plot_data:\n",
    "        plot_array = temp_data[['longitude', 'latitude']].to_numpy()\n",
    "        temp_type = temp_data.iloc[0, -1]\n",
    "        if temp_type != 99:\n",
    "            ax.scatter(plot_array[:, 0][i], plot_array[:, 1][i], s=10, c='#800080',\n",
    "                           edgecolor='#800080', zorder=100)\n",
    "    return ax\n",
    "\n",
    "ani = animation.FuncAnimation(\n",
    "    fig, animate, frames=300, interval=100, blit=False, save_count=50)\n",
    "ani.save('scatter12.gif', writer=writer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "44905e60-d277-4d2a-a68f-6ac99318d040",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "af139fe1-9726-4902-bc9c-bf5c6f3a57dd",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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